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Table 7 Performance analysis of the proposed db7 wavelet based sensing matrix

From: Application of 1-D discrete wavelet transform based compressed sensing matrices for speech compression

Length of signal (N)

Number of measurements (m)

Compression ratio (CR = m/N)

Sparsity level = (k/N) × 100 (%)

No. of non-zeros (k)

No. of iterations required

Signal reconstruction time (s)

RMSE

Relative error

SNR (db)

Construction time for sensing matrix (s)

2048

205

0.1

50

1024

16

1.544091

0.0564

0.9417

0.5216

2.557882

2048

410

0.2

50

1024

16

2.310240

0.0514

0.8584

1.3260

2.503921

2048

512

0.25

50

1024

16

3.655857

0.0514

0.8585

1.3247

2.371664

2048

614

0.3

50

1024

15

4.050385

0.0511

0.8537

1.3739

2.391605

2048

849

0.4

50

1024

14

5.772598

0.0501

0.8379

1.5362

2.502802

2048

1024

0.5

50

1024

14

9.536010

0.0501

0.8375

1.5399

2.450485

2048

1229

0.6

50

1024

12

10.281689

0.0470

0.7848

2.1049

2.458048

2048

1434

0.7

50

1024

12

13.554986

0.0468

0.7827

2.1278

2.505254

2048

1536

0.75

50

1024

12

17.109362

0.0468

0.7816

2.1404

2.616728

2048

1638

0.8

50

1024

12

18.134841

0.0468

0.7816

2.1406

2.543920

2048

1843

0.9

50

1024

11

21.115266

0.0468

0.7816

2.1406

2.512582

2048

2048

1.0

50

1024

9

22.753802

0.0468

0.7815

2.1409

2.492282